diff --git a/PATSTAT/patstat_analyses.ipynb b/PATSTAT/patstat_analyses.ipynb new file mode 100644 index 0000000..b62e474 --- /dev/null +++ b/PATSTAT/patstat_analyses.ipynb @@ -0,0 +1,121 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "text/html": " \n " + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import os\n", + "import numpy as np\n", + "import pandas as pd\n", + "import janitor\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from matplotlib.ticker import MaxNLocator\n", + "import math\n", + "import plotly.express as px\n", + "import plotly.graph_objects as go\n", + "import plotly.offline as pyo\n", + "from plotly.subplots import make_subplots\n", + "import plotly.graph_objects as go\n", + "pyo.init_notebook_mode()\n", + "\n", + "import plotly.io as pio\n", + "pio.renderers.default = \"plotly_mimetype+notebook\"\n", + "\n", + "import country_converter as coco\n", + "cc = coco.CountryConverter()\n", + "\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "outputs": [], + "source": [ + "os.makedirs('plot_html/PPT_plots',exist_ok=True)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [], + "source": [ + "agg_ds = 'aggregated_data'" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 6, + "outputs": [], + "source": [ + "cn = pd.read_csv(f\"{agg_ds}/01_counts_cty_yr_CN.csv\", header=None)\n", + "eur = pd.read_csv(f\"{agg_ds}/01_counts_cty_yr_eu_27_GB.csv\", header=None)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 7, + "outputs": [ + { + "data": { + "text/plain": " 0 1 2\n0 2011 AT 2395\n1 2011 BE 646\n2 2011 BG 330\n3 2011 CY 1256\n4 2011 CZ 2246\n.. ... .. ...\n7 2018 CN 3242424\n8 2019 CN 3547407\n9 2020 CN 4367505\n10 2021 CN 4012952\n11 2022 CN 2613602\n\n[359 rows x 3 columns]", + "text/html": "
\n | 0 | \n1 | \n2 | \n
---|---|---|---|
0 | \n2011 | \nAT | \n2395 | \n
1 | \n2011 | \nBE | \n646 | \n
2 | \n2011 | \nBG | \n330 | \n
3 | \n2011 | \nCY | \n1256 | \n
4 | \n2011 | \nCZ | \n2246 | \n
... | \n... | \n... | \n... | \n
7 | \n2018 | \nCN | \n3242424 | \n
8 | \n2019 | \nCN | \n3547407 | \n
9 | \n2020 | \nCN | \n4367505 | \n
10 | \n2021 | \nCN | \n4012952 | \n
11 | \n2022 | \nCN | \n2613602 | \n
359 rows × 3 columns
\n\n | person_id | \nperson_name | \nperson_name_orig_lg | \nperson_address | \nperson_ctry_code | \nnuts | \nnuts_level | \ndoc_std_name_id | \ndoc_std_name | \npsn_id | \npsn_name | \npsn_level | \npsn_sector | \nhan_id | \nhan_name | \nhan_harmonized | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
27780 | \n38752029 | \nBOTH HENDRIK | \nBOTH HENDRIK | \nNaN | \nNL | \nNL | \n0 | \n695378 | \nBOTH HENDRIK | \n3219299 | \nBOTH HENDRIK | \n0 | \nUNKNOWN | \n138752029 | \nBOTH HENDRIK | \n0 | \n
42972 | \n47186505 | \nZhang, Richard S. | \nZhang, Richard S. | \nShanghai | \nCN | \nNaN | \n9 | \n414822 | \nHARBOURT CYRUS DAVID | \n37071034 | \nZHANG RICHARD S. | \n1 | \nINDIVIDUAL | \n147186505 | \nZhang, Richard S. | \n0 | \n
39368 | \n45225635 | \nRoche Diagnostics Operations, Inc. | \nRoche Diagnostics Operations, Inc. | \nIndiana,IN | \nUS | \nNaN | \n9 | \n167898 | \nWANG XIAOBO | \n27413631 | \nROCHE DIAGNOSTICS OPERATIONS | \n2 | \nCOMPANY | \n2461595 | \nROCHE DIAGNOSTICS OPERATIONS INC | \n2 | \n
17349 | \n13164592 | \nLI, QINGHUA | \nLI, QINGHUA | \nNaN | \nUS | \nNaN | \n9 | \n77857 | \nLI QINGHUA | \n19316195 | \nLI QINGHUA | \n1 | \nINDIVIDUAL | \n4304276 | \nLI QINGHUA | \n1 | \n
38005 | \n44432440 | \nYANG, CHENGGUAN | \nYANG, CHENGGUAN | \nNaN | \nCN | \nNaN | \n9 | \n19222547 | \nYANG CHENGGUAN | \n36198377 | \nYANG, CHENGGUAN | \n1 | \nINDIVIDUAL | \n144432440 | \nYANG, CHENGGUAN | \n0 | \n
17354 | \n13164808 | \nJAVAHERIAN, KASHI | \nJAVAHERIAN, KASHI | \nNaN | \nUS | \nNaN | \n9 | \n245041 | \nJAVAHERIAN KASHI | \n14769626 | \nJAVAHERIAN, KASHI | \n1 | \nINDIVIDUAL | \n113164808 | \nJAVAHERIAN, KASHI | \n0 | \n
48330 | \n48886066 | \nKRAUSE FALK | \nKRAUSE FALK | \nNaN | \nDE | \nDE | \n0 | \n597644 | \nKRAUSE FALK | \n17940076 | \nKRAUSE FALK | \n0 | \nUNKNOWN | \n148886066 | \nKRAUSE FALK | \n0 | \n
25002 | \n24615058 | \nBUTLER, HANS | \nBUTLER, HANS | \nNaN | \nNL | \nNL | \n0 | \n103820 | \nBUTLER HANS | \n3827604 | \nBUTLER, HANS | \n1 | \nINDIVIDUAL | \n124615058 | \nBUTLER, HANS | \n0 | \n
70951 | \n54647336 | \nSchmieder, Wolfgang | \nSchmieder, Wolfgang | \nBaden-Wurtemberg | \nDE | \nDE | \n0 | \n19636429 | \nMERUVA JAYAPRAKASH | \n28724833 | \nSCHMIEDER, WOLFGANG | \n0 | \nUNKNOWN | \n154647336 | \nSchmieder, Wolfgang | \n0 | \n
8906 | \n11399816 | \nDe Boer, Dirk Kornelis Gerhardus | \nDe Boer, Dirk Kornelis Gerhardus | \nDen Bosch | \nNL | \nNL | \n0 | \n1980622 | \nDE BOER DIRK KORNELIS GERHARDUS | \n6348065 | \nDE BOER, DIRK KORNELIS GERHARDUS | \n1 | \nINDIVIDUAL | \n111399816 | \nDe Boer, Dirk Kornelis Gerhardus | \n0 | \n
\n | cpc_id | \ncpc_name | \nsection | \nclass | \nsubclass | \ngroup | \nmain_group | \ncpc_version | \nversion https://git-lfs.github.com/spec/v1 | \ncpc_taxonomy | \ncpc_fullname | \ntax_level_0 | \ntax_level_1 | \ntax_level_2 | \ntax_level_3 | \ntax_level_4 | \ntax_level_5 | \ntax_level_6 | \ntax_level_7 | \ndata_scope | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
12725 | \nA61B1/000096 | \n{using artificial intelligence} | \nA | \n61.0 | \nB | \n1.0 | \n96.0 | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A61', 'MEDICAL ... | \nHUMAN NECESSITIES<>MEDICAL OR VETERINARY SCIEN... | \nHUMAN NECESSITIES | \nMEDICAL OR VETERINARY SCIENCE; HYGIENE | \nDIAGNOSIS; SURGERY; IDENTIFICATION (analysing ... | \nInstruments for performing medical examination... | \n{of image signals during a use of endoscope} | \n{using artificial intelligence} | \nNaN | \nNaN | \nTrue | \n
13746 | \nA61B5/72 | \n{Signal processing specially adapted for physi... | \nA | \n61.0 | \nB | \n5.0 | \n72.0 | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A61', 'MEDICAL ... | \nHUMAN NECESSITIES<>MEDICAL OR VETERINARY SCIEN... | \nHUMAN NECESSITIES | \nMEDICAL OR VETERINARY SCIENCE; HYGIENE | \nDIAGNOSIS; SURGERY; IDENTIFICATION (analysing ... | \n{Signal processing specially adapted for physi... | \nNaN | \nNaN | \nNaN | \nNaN | \nTrue | \n
13764 | \nA61B5/7264 | \n{Classification of physiological signals or da... | \nA | \n61.0 | \nB | \n5.0 | \n7264.0 | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A61', 'MEDICAL ... | \nHUMAN NECESSITIES<>MEDICAL OR VETERINARY SCIEN... | \nHUMAN NECESSITIES | \nMEDICAL OR VETERINARY SCIENCE; HYGIENE | \nDIAGNOSIS; SURGERY; IDENTIFICATION (analysing ... | \n{Signal processing specially adapted for physi... | \n{using Wavelet transforms} | \n{Classification of physiological signals or da... | \nNaN | \nNaN | \nTrue | \n
13897 | \nA61B6/52 | \n{Devices using data or image processing specia... | \nA | \n61.0 | \nB | \n6.0 | \n52.0 | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A61', 'MEDICAL ... | \nHUMAN NECESSITIES<>MEDICAL OR VETERINARY SCIEN... | \nHUMAN NECESSITIES | \nMEDICAL OR VETERINARY SCIENCE; HYGIENE | \nDIAGNOSIS; SURGERY; IDENTIFICATION (analysing ... | \n{Devices using data or image processing specia... | \nNaN | \nNaN | \nNaN | \nNaN | \nTrue | \n
14016 | \nA61B8/52 | \n{Devices using data or image processing specia... | \nA | \n61.0 | \nB | \n8.0 | \n52.0 | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A61', 'MEDICAL ... | \nHUMAN NECESSITIES<>MEDICAL OR VETERINARY SCIEN... | \nHUMAN NECESSITIES | \nMEDICAL OR VETERINARY SCIENCE; HYGIENE | \nDIAGNOSIS; SURGERY; IDENTIFICATION (analysing ... | \n{Devices using data or image processing specia... | \nNaN | \nNaN | \nNaN | \nNaN | \nTrue | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
246159 | \nY10S128/924 | \nusing artificial intelligence | \nY | \n10.0 | \nS | \n128.0 | \n924.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC CROS... | \nComputer assisted medical diagnostics | \nusing artificial intelligence | \nNaN | \nNaN | \nNaN | \nTrue | \n
246160 | \nY10S128/925 | \nNeural network | \nY | \n10.0 | \nS | \n128.0 | \n925.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC CROS... | \nComputer assisted medical diagnostics | \nNeural network | \nNaN | \nNaN | \nNaN | \nTrue | \n
248454 | \nY10S323/909 | \nRemote sensing | \nY | \n10.0 | \nS | \n323.0 | \n909.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC CROS... | \nRemote sensing | \nNaN | \nNaN | \nNaN | \nNaN | \nTrue | \n
250570 | \nY10S706/00 | \nData processing: artificial intelligence | \nY | \n10.0 | \nS | \n706.0 | \n0.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC CROS... | \nData processing: artificial intelligence | \nNaN | \nNaN | \nNaN | \nNaN | \nTrue | \n
250571 | \nY10S706/90 | \nFuzzy logic | \nY | \n10.0 | \nS | \n706.0 | \n90.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC CROS... | \nFuzzy logic | \nNaN | \nNaN | \nNaN | \nNaN | \nTrue | \n
358 rows × 20 columns
\n\n | cpc_id | \ncpc_name | \nsection | \nclass | \nsubclass | \ngroup | \nmain_group | \ncpc_version | \nversion https://git-lfs.github.com/spec/v1 | \ncpc_taxonomy | \ncpc_fullname | \ntax_level_0 | \ntax_level_1 | \ntax_level_2 | \ntax_level_3 | \ntax_level_4 | \ntax_level_5 | \ntax_level_6 | \ntax_level_7 | \ndata_scope | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \nA | \nHUMAN NECESSITIES | \nA | \nNaN | \nNaN | \nNaN | \nNaN | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES')] | \nHUMAN NECESSITIES | \nHUMAN NECESSITIES | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
1 | \nA01 | \nAGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... | \nA | \n1.0 | \nNaN | \nNaN | \nNaN | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A01', 'AGRICULT... | \nHUMAN NECESSITIES<>AGRICULTURE; FORESTRY; ANIM... | \nHUMAN NECESSITIES | \nAGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
2 | \nA01B | \nSOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS... | \nA | \n1.0 | \nB | \nNaN | \nNaN | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A01', 'AGRICULT... | \nHUMAN NECESSITIES<>AGRICULTURE; FORESTRY; ANIM... | \nHUMAN NECESSITIES | \nAGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... | \nSOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS... | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
3 | \nA01B1/00 | \nHand tools (edge trimmers for lawns A01G3/06 ... | \nA | \n1.0 | \nB | \n1.0 | \n0.0 | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A01', 'AGRICULT... | \nHUMAN NECESSITIES<>AGRICULTURE; FORESTRY; ANIM... | \nHUMAN NECESSITIES | \nAGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... | \nSOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS... | \nHand tools (edge trimmers for lawns A01G3/06 ... | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
4 | \nA01B1/02 | \nSpades; Shovels {(hand-operated dredgers E02F3... | \nA | \n1.0 | \nB | \n1.0 | \n2.0 | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A01', 'AGRICULT... | \nHUMAN NECESSITIES<>AGRICULTURE; FORESTRY; ANIM... | \nHUMAN NECESSITIES | \nAGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... | \nSOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS... | \nSpades; Shovels {(hand-operated dredgers E02F3... | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
260486 | \nY10T483/1873 | \nIndexing matrix | \nY | \n10.0 | \nT | \n483.0 | \n1873.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER US CLASSI... | \nTool transfer to or from matrix | \nIndexing matrix | \nNaN | \nNaN | \nNaN | \nFalse | \n
260487 | \nY10T483/1882 | \nRotary disc | \nY | \n10.0 | \nT | \n483.0 | \n1882.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER US CLASSI... | \nTool transfer to or from matrix | \nRotary disc | \nNaN | \nNaN | \nNaN | \nFalse | \n
260488 | \nY10T483/1891 | \nChain or belt | \nY | \n10.0 | \nT | \n483.0 | \n1891.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER US CLASSI... | \nTool transfer to or from matrix | \nChain or belt | \nNaN | \nNaN | \nNaN | \nFalse | \n
260489 | \nY10T483/19 | \nMiscellaneous | \nY | \n10.0 | \nT | \n483.0 | \n19.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER US CLASSI... | \nMiscellaneous | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
260490 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n2022 | \noid sha256:f138d6bdf2939ba576b96b633d81366123b... | \n[] | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
260491 rows × 20 columns
\n\n | appln_id | \ncpc_class_symbol | \n
---|---|---|
461523 | \n550229597 | \nC08G 18/6674 | \n
511948 | \n569882441 | \nC08K 5/06 | \n
67828 | \n414454432 | \nG06F 21/105 | \n
83905 | \n418994277 | \nH04B 7/0452 | \n
393107 | \n530331540 | \nH04N 19/70 | \n
406153 | \n534165470 | \nC07K2317/52 | \n
253473 | \n490601228 | \nD06M2200/50 | \n
256305 | \n491586869 | \nG01G 11/003 | \n
279783 | \n497310121 | \nA61K 39/3955 | \n
432151 | \n541221711 | \nG01N 15/1012 | \n
\n | appln_id | \nappln_auth | \nappln_nr | \nappln_kind | \nappln_filing_date | \nappln_filing_year | \nappln_nr_original | \nipr_type | \nreceiving_office | \ninternat_appln_id | \n... | \nearliest_publn_date | \nearliest_publn_year | \nearliest_pat_publn_id | \ngranted | \ndocdb_family_id | \ninpadoc_family_id | \ndocdb_family_size | \nnb_citing_docdb_fam | \nnb_applicants | \nnb_inventors | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
33934 | \n497577215 | \nBR | \n112014017433 | \nA | \n2013-01-15 | \n2013 | \n112014017433 | \nPI | \n\n | 379982555 | \n... | \n2017-06-13 | \n2017 | \n490635945 | \nN | \n47605490 | \n379982555 | \n9 | \n6 | \n1 | \n4 | \n
2981 | \n375177905 | \nTW | \n100128243 | \nA | \n2011-08-08 | \n2011 | \n100128243 | \nPI | \n\n | 0 | \n... | \n2012-04-01 | \n2012 | \n380050378 | \nN | \n44677979 | \n336552941 | \n5 | \n6 | \n1 | \n3 | \n
34857 | \n500398671 | \nUS | \n201815918757 | \nA | \n2018-03-12 | \n2018 | \n15918757 | \nPI | \n\n | 329543408 | \n... | \n2018-09-27 | \n2018 | \n500398672 | \nY | \n43858368 | \n273565445 | \n12 | \n17 | \n1 | \n3 | \n
14330 | \n425909090 | \nUS | \n201313948663 | \nA | \n2013-07-23 | \n2013 | \n13948663 | \nPI | \n\n | 0 | \n... | \n2015-01-29 | \n2015 | \n425909091 | \nY | \n51167733 | \n419869995 | \n3 | \n19 | \n1 | \n4 | \n
12337 | \n421949639 | \nUS | \n201313799810 | \nA | \n2013-03-13 | \n2013 | \n13799810 | \nPI | \n\n | 0 | \n... | \n2014-09-18 | \n2014 | \n421949640 | \nY | \n50241294 | \n416000492 | \n4 | \n19 | \n1 | \n2 | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
20853 | \n451232832 | \nUS | \n201314892356 | \nA | \n2013-06-05 | \n2013 | \n14892356 | \nPI | \n\n | 424456242 | \n... | \n2016-04-14 | \n2016 | \n451232833 | \nY | \n52007415 | \n424456242 | \n7 | \n14 | \n1 | \n3 | \n
57178 | \n558607779 | \nWO | \n2020082459 | \nW | \n2020-03-31 | \n2020 | \nCN2020/082459 | \nPI | \nCN | \n0 | \n... | \n2021-10-07 | \n2021 | \n558607780 | \nN | \n77927568 | \n558607779 | \n3 | \n0 | \n2 | \n3 | \n
60907 | \n571924211 | \nWO | \n2022025191 | \nW | \n2022-04-27 | \n2022 | \nEP2022/025191 | \nPI | \nEP | \n0 | \n... | \n2022-11-24 | \n2022 | \n583339295 | \nN | \n81756758 | \n571924211 | \n2 | \n0 | \n1 | \n1 | \n
36638 | \n505223478 | \nCA | \n3027451 | \nA | \n2017-06-14 | \n2017 | \n3027451 | \nPI | \n\n | 479992612 | \n... | \n2017-12-21 | \n2017 | \n505223479 | \nN | \n58241906 | \n476382802 | \n5 | \n3 | \n1 | \n3 | \n
33120 | \n496062856 | \nUS | \n201615739023 | \nA | \n2016-06-21 | \n2016 | \n15739023 | \nPI | \n\n | 473240582 | \n... | \n2018-06-21 | \n2018 | \n496062857 | \nY | \n53496595 | \n442016492 | \n3 | \n4 | \n2 | \n2 | \n
100 rows × 26 columns
\n\n | appln_id | \nappln_title_lg | \nappln_title | \n
---|---|---|---|
46635 | \n531117386 | \nen | \nFRACTURING OPERATIONS PUMP FLEET BALANCE CONTR... | \n
44552 | \n526116621 | \nen | \nSHEETLIKE COMPOSITE, IN PARTICULAR FOR THE PRO... | \n
45476 | \n528352131 | \nen | \nNATURALLY SWEET ENHANCER COMPOSITION | \n
23619 | \n470837180 | \nen | \nMETHOD AND APPARATUS FOR MONITORING RADIO LINK... | \n
33233 | \n496310125 | \nen | \nMETHOD AND DEVICE FOR CONNECTING TO ACCESS POI... | \n
... | \n... | \n... | \n... | \n
61597 | \n574732234 | \nen | \nADJUSTMENT MECHANISM FOR CIRCUIT BREAKER AND C... | \n
54568 | \n551189734 | \nen | \nMETHODS FOR PDCCH MONITORING, USER EQUIPMENT, ... | \n
35847 | \n503315942 | \nen | \nSINGLE-WHEEL DRIVE COMPONENT FOR A MOTOR VEHIC... | \n
49995 | \n540002470 | \nen | \nMETHODS PROVIDING V2X APPLICATION SERVER REGIS... | \n
14915 | \n437594613 | \nen | \nCarbon dots (c dots), method for their prepara... | \n
100 rows × 3 columns
\n\n | appln_id | \nappln_auth | \nappln_nr | \nappln_kind | \nappln_filing_date | \nappln_filing_year | \nappln_nr_original | \nipr_type | \nreceiving_office | \ninternat_appln_id | \n... | \nearliest_pat_publn_id | \ngranted | \ndocdb_family_id | \ninpadoc_family_id | \ndocdb_family_size | \nnb_citing_docdb_fam | \nnb_applicants | \nnb_inventors | \nappln_title_lg | \nappln_title | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n330225325 | \nEP | \n11150195 | \nA | \n2011-01-05 | \n2011 | \n11150195 | \nPI | \n\n | 0 | \n... | \n335277427 | \nY | \n43754737 | \n330225325 | \n4 | \n16 | \n1 | \n1 | \nen | \nBeverage preparation machine | \n
1 | \n330225397 | \nEP | \n11150231 | \nA | \n2011-01-05 | \n2011 | \n11150231 | \nPI | \n\n | 0 | \n... | \n335277736 | \nY | \n43619902 | \n330225397 | \n6 | \n56 | \n1 | \n9 | \nen | \nScrewdriving tool having a driving tool with a... | \n
2 | \n330322632 | \nEP | \n11150485 | \nA | \n2011-01-10 | \n2011 | \n11150485 | \nPI | \n\n | 0 | \n... | \n364719889 | \nY | \n43991052 | \n330322632 | \n2 | \n5 | \n1 | \n2 | \nen | \nMethod and system for recommending contextual ... | \n
3 | \n330326785 | \nEP | \n11150605 | \nA | \n2011-01-11 | \n2011 | \n11150605 | \nPI | \n\n | 0 | \n... | \n335277720 | \nN | \n43023665 | \n328518903 | \n6 | \n9 | \n1 | \n3 | \nen | \nApparatus and method for continuous casting of... | \n
4 | \n330350961 | \nEP | \n11150683 | \nA | \n2011-01-12 | \n2011 | \n11150683 | \nPI | \n\n | 0 | \n... | \n364923578 | \nN | \n43881056 | \n330350961 | \n7 | \n13 | \n2 | \n5 | \nen | \nA method and an apparatus for treating at leas... | \n
5 rows × 28 columns
\n\n | person_id | \nappln_id | \napplt_seq_nr | \ninvt_seq_nr | \n
---|---|---|---|---|
0 | \n1 | \n413601768 | \n1 | \n0 | \n
1 | \n21 | \n332015605 | \n1 | \n0 | \n
2 | \n21 | \n333490084 | \n1 | \n0 | \n
3 | \n21 | \n335903805 | \n1 | \n0 | \n
4 | \n76 | \n352908776 | \n1 | \n0 | \n
... | \n... | \n... | \n... | \n... | \n
1025446 | \n88836321 | \n577982223 | \n1 | \n0 | \n
1025447 | \n88836333 | \n583342135 | \n0 | \n4 | \n
1025448 | \n88836333 | \n583342207 | \n0 | \n3 | \n
1025449 | \n88836333 | \n585957705 | \n0 | \n5 | \n
1025450 | \n88836337 | \n579601496 | \n0 | \n1 | \n
1025451 rows × 4 columns
\n\n | appln_id | \nappln_auth | \nappln_kind | \nfiling_year | \nnb_applicants | \nnb_inventors | \n
---|---|---|---|---|---|---|
445321 | \n902305835 | \nEP | \nA | \n2017 | \n0 | \n0 | \n
480488 | \n515101583 | \nCN | \nA | \n2018 | \n2 | \n5 | \n
307745 | \n458113107 | \nCN | \nA | \n2016 | \n1 | \n3 | \n
352956 | \n449856958 | \nEP | \nA | \n2016 | \n1 | \n4 | \n
452231 | \n510599290 | \nCN | \nA | \n2018 | \n1 | \n3 | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n
424840 | \n496723291 | \nCN | \nA | \n2017 | \n1 | \n1 | \n
84346 | \n378450888 | \nGB | \nA | \n2012 | \n1 | \n0 | \n
736784 | \n576111604 | \nCN | \nA | \n2021 | \n1 | \n3 | \n
617397 | \n528722596 | \nCN | \nA | \n2019 | \n1 | \n1 | \n
65667 | \n411664922 | \nDE | \nA | \n2012 | \n1 | \n1 | \n
100 rows × 6 columns
\n\n | person_id | \nperson_name | \nperson_name_orig_lg | \nperson_address | \nperson_ctry_code | \nnuts | \nnuts_level | \ndoc_std_name_id | \ndoc_std_name | \npsn_id | \npsn_name | \npsn_level | \npsn_sector | \nhan_id | \nhan_name | \nhan_harmonized | \npsn_sector_primary | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n1 | \nNokia Corporation | \nNokia Corporation | \nKeilalahdentie 4,02150 Espoo | \nFI | \nFI1B1 | \n3 | \n1 | \nNOKIA CORP | \n23782051 | \nNOKIA CORPORATION | \n2 | \nCOMPANY | \n2125445 | \nNOKIA CORP | \n2 | \nCOMPANY | \n
1 | \n128 | \nNokia Siemens Networks Oy | \nNokia Siemens Networks Oy | \nKaraportti 3,02610 Espoo | \nFI | \nFI1B1 | \n3 | \n112 | \nNOKIA SIEMENS NETWORKS OY | \n23782129 | \nNOKIA NETWORKS | \n2 | \nCOMPANY | \n2125445 | \nNOKIA CORP | \n2 | \nCOMPANY | \n
2 | \n5217785 | \nNokia Corporation | \nNokia Corporation | \nEspoo | \nFI | \nFI | \n0 | \n1 | \nNOKIA CORP | \n23782051 | \nNOKIA CORPORATION | \n2 | \nCOMPANY | \n2125445 | \nNOKIA CORP | \n2 | \nCOMPANY | \n
3 | \n5217811 | \nNokia Corporation | \nNokia Corporation | \nNaN | \nFI | \nFI | \n0 | \n1 | \nNOKIA CORP | \n23782051 | \nNOKIA CORPORATION | \n2 | \nCOMPANY | \n2125445 | \nNOKIA CORP | \n2 | \nCOMPANY | \n
4 | \n5232170 | \nNokia Siemens Networks Oy | \nNokia Siemens Networks Oy | \nEspoo | \nFI | \nFI | \n0 | \n112 | \nNOKIA SIEMENS NETWORKS OY | \n23782129 | \nNOKIA NETWORKS | \n2 | \nCOMPANY | \n2125445 | \nNOKIA CORP | \n2 | \nCOMPANY | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
354633 | \n88836234 | \nWONG, Chun Lok | \nWONG, Chun Lok | \nNaN | \nUS | \nNaN | \n9 | \n30867225 | \nWONG CHUN LOK | \n188836234 | \nWONG, Chun Lok | \n0 | \nUNKNOWN | \n188836234 | \nWONG, Chun Lok | \n0 | \nUNKNOWN | \n
354634 | \n88836257 | \nXIAONING YE | \nXIAONING YE | \nPortland, Oregon US | \nUS | \nNaN | \n9 | \n8004293 | \nXIAONING YE | \n188836257 | \nXIAONING YE | \n0 | \nUNKNOWN | \n188836257 | \nXIAONING YE | \n0 | \nUNKNOWN | \n
354635 | \n88836321 | \nZAI LAB (US) LLC | \nZAI LAB (US) LLC | \nNaN | \nUS | \nNaN | \n9 | \n39363494 | \nZAI LAB US LLC | \n188836321 | \nZAI LAB (US) LLC | \n0 | \nUNKNOWN | \n188836321 | \nZAI LAB (US) LLC | \n0 | \nUNKNOWN | \n
354636 | \n88836333 | \nZHANG, Haocheng | \n张皓程 | \nNaN | \nUS | \nNaN | \n9 | \n7682590 | \nZHANG HAOCHENG | \n188836333 | \nZHANG, Haocheng | \n0 | \nUNKNOWN | \n188836333 | \nZHANG, Haocheng | \n0 | \nUNKNOWN | \n
354637 | \n88836337 | \nZHANG, Yangjun | \nZHANG, Yangjun | \nNaN | \nUS | \nNaN | \n9 | \n2112344 | \nZHANG YANGJUN | \n188836337 | \nZHANG, Yangjun | \n0 | \nUNKNOWN | \n188836337 | \nZHANG, Yangjun | \n0 | \nUNKNOWN | \n
354638 rows × 17 columns
\n\n | person_id | \nperson_name | \nperson_name_orig_lg | \nperson_address | \nperson_ctry_code | \nnuts | \nnuts_level | \ndoc_std_name_id | \ndoc_std_name | \npsn_id | \npsn_name | \npsn_level | \npsn_sector | \nhan_id | \nhan_name | \nhan_harmonized | \npsn_sector_primary | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n1 | \nNokia Corporation | \nNokia Corporation | \nKeilalahdentie 4,02150 Espoo | \nFI | \nFI1B1 | \n3 | \n1 | \nNOKIA CORP | \n23782051 | \nNOKIA CORPORATION | \n2 | \nCOMPANY | \n2125445 | \nNOKIA CORP | \n2 | \nCOMPANY | \n
1 | \n128 | \nNokia Siemens Networks Oy | \nNokia Siemens Networks Oy | \nKaraportti 3,02610 Espoo | \nFI | \nFI1B1 | \n3 | \n112 | \nNOKIA SIEMENS NETWORKS OY | \n23782129 | \nNOKIA NETWORKS | \n2 | \nCOMPANY | \n2125445 | \nNOKIA CORP | \n2 | \nCOMPANY | \n
2 | \n5217785 | \nNokia Corporation | \nNokia Corporation | \nEspoo | \nFI | \nFI | \n0 | \n1 | \nNOKIA CORP | \n23782051 | \nNOKIA CORPORATION | \n2 | \nCOMPANY | \n2125445 | \nNOKIA CORP | \n2 | \nCOMPANY | \n
3 | \n5217811 | \nNokia Corporation | \nNokia Corporation | \nNaN | \nFI | \nFI | \n0 | \n1 | \nNOKIA CORP | \n23782051 | \nNOKIA CORPORATION | \n2 | \nCOMPANY | \n2125445 | \nNOKIA CORP | \n2 | \nCOMPANY | \n
4 | \n5232170 | \nNokia Siemens Networks Oy | \nNokia Siemens Networks Oy | \nEspoo | \nFI | \nFI | \n0 | \n112 | \nNOKIA SIEMENS NETWORKS OY | \n23782129 | \nNOKIA NETWORKS | \n2 | \nCOMPANY | \n2125445 | \nNOKIA CORP | \n2 | \nCOMPANY | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
354633 | \n88836234 | \nWONG, Chun Lok | \nWONG, Chun Lok | \nNaN | \nUS | \nNaN | \n9 | \n30867225 | \nWONG CHUN LOK | \n188836234 | \nWONG, Chun Lok | \n0 | \nUNKNOWN | \n188836234 | \nWONG, Chun Lok | \n0 | \nUNKNOWN | \n
354634 | \n88836257 | \nXIAONING YE | \nXIAONING YE | \nPortland, Oregon US | \nUS | \nNaN | \n9 | \n8004293 | \nXIAONING YE | \n188836257 | \nXIAONING YE | \n0 | \nUNKNOWN | \n188836257 | \nXIAONING YE | \n0 | \nUNKNOWN | \n
354635 | \n88836321 | \nZAI LAB (US) LLC | \nZAI LAB (US) LLC | \nNaN | \nUS | \nNaN | \n9 | \n39363494 | \nZAI LAB US LLC | \n188836321 | \nZAI LAB (US) LLC | \n0 | \nUNKNOWN | \n188836321 | \nZAI LAB (US) LLC | \n0 | \nUNKNOWN | \n
354636 | \n88836333 | \nZHANG, Haocheng | \n张皓程 | \nNaN | \nUS | \nNaN | \n9 | \n7682590 | \nZHANG HAOCHENG | \n188836333 | \nZHANG, Haocheng | \n0 | \nUNKNOWN | \n188836333 | \nZHANG, Haocheng | \n0 | \nUNKNOWN | \n
354637 | \n88836337 | \nZHANG, Yangjun | \nZHANG, Yangjun | \nNaN | \nUS | \nNaN | \n9 | \n2112344 | \nZHANG YANGJUN | \n188836337 | \nZHANG, Yangjun | \n0 | \nUNKNOWN | \n188836337 | \nZHANG, Yangjun | \n0 | \nUNKNOWN | \n
354638 rows × 17 columns
\n\n | filing_year | \nappln_auth | \nappln_id | \nfiling_year_relative_growth | \nappln_id_relative_growth | \nappln_id_cumsum | \nCountry | \n
---|---|---|---|---|---|---|---|
0 | \n2011 | \nAT | \n705.0 | \n2011 | \n0.000000 | \n705.0 | \nAustria | \n
1 | \n2012 | \nAT | \n607.0 | \n2011 | \n-0.139007 | \n1312.0 | \nAustria | \n
2 | \n2013 | \nAT | \n673.0 | \n2011 | \n-0.045390 | \n1985.0 | \nAustria | \n
3 | \n2014 | \nAT | \n658.0 | \n2011 | \n-0.066667 | \n2643.0 | \nAustria | \n
4 | \n2015 | \nAT | \n710.0 | \n2011 | \n0.007092 | \n3353.0 | \nAustria | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
355 | \n2018 | \nSK | \n16.0 | \n2011 | \n-0.407407 | \n191.0 | \nSlovakia | \n
356 | \n2019 | \nSK | \n15.0 | \n2011 | \n-0.444444 | \n206.0 | \nSlovakia | \n
357 | \n2020 | \nSK | \n22.0 | \n2011 | \n-0.185185 | \n228.0 | \nSlovakia | \n
358 | \n2021 | \nSK | \n14.0 | \n2011 | \n-0.481481 | \n242.0 | \nSlovakia | \n
359 | \n2022 | \nSK | \n0.0 | \n2011 | \n-1.000000 | \n242.0 | \nSlovakia | \n
360 rows × 7 columns
\n\n | han_id | \npsn_sector_primary | \n
---|---|---|
0 | \n32 | \nCOMPANY | \n
1 | \n54 | \nCOMPANY | \n
2 | \n83 | \nCOMPANY | \n
3 | \n200 | \nCOMPANY | \n
4 | \n264 | \nGOV NON-PROFIT UNIVERSITY | \n
... | \n... | \n... | \n
335519 | \n188836234 | \nUNKNOWN | \n
335520 | \n188836257 | \nUNKNOWN | \n
335521 | \n188836321 | \nUNKNOWN | \n
335522 | \n188836333 | \nUNKNOWN | \n
335523 | \n188836337 | \nUNKNOWN | \n
335524 rows × 2 columns
\n\n | han_id | \npsn_sector_primary | \n
---|---|---|
0 | \n32 | \nCOMPANY | \n
1 | \n54 | \nCOMPANY | \n
2 | \n83 | \nCOMPANY | \n
3 | \n200 | \nCOMPANY | \n
4 | \n264 | \nGOV NON-PROFIT UNIVERSITY | \n
... | \n... | \n... | \n
335519 | \n188836234 | \nUNKNOWN | \n
335520 | \n188836257 | \nUNKNOWN | \n
335521 | \n188836321 | \nUNKNOWN | \n
335522 | \n188836333 | \nUNKNOWN | \n
335523 | \n188836337 | \nUNKNOWN | \n
335524 rows × 2 columns
\n\n | appln_id | \nappln_auth | \nperson_id | \ninvt_seq_nr | \napplt_seq_nr | \nperson_name | \nperson_ctry_code | \npsn_sector | \nhan_id | \nhan_name | \nperson_ctry_code_fullname | \nappln_auth_fullname | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|
987983 | \n449313178 | \nFR | \n53981953 | \n1 | \n0 | \nBREARD MATTHIEU | \nFR | \nNaN | \n153981953 | \nBREARD MATTHIEU | \nFrance | \nFrance | \n
896220 | \n438489934 | \nFR | \n52986688 | \n4 | \n0 | \nENGBLOM CHRISTER | \nFR | \nNaN | \n152986688 | \nENGBLOM CHRISTER | \nFrance | \nFrance | \n
1703159 | \n484622346 | \nEP | \n57708518 | \n1 | \n0 | \nVAN INGELGEM, Werner | \nBE | \nNaN | \n157708518 | \nVAN INGELGEM, Werner | \nBelgium | \nEuropean Patent Office | \n
20051 | \n471352386 | \nDE | \n5235181 | \n0 | \n1 | \nRobert Bosch GmbH | \nDE | \nCOMPANY | \n2456791 | \nROBERT BOSCH GMBH | \nGermany | \nGermany | \n
151664 | \n337008716 | \nFR | \n42812566 | \n1 | \n0 | \nBRESOUS LUC | \nFR | \nNaN | \n142812566 | \nBRESOUS LUC | \nFrance | \nFrance | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
818875 | \n436949973 | \nFR | \n51872306 | \n2 | \n0 | \nBORDERIEUX, LOIC | \nFR | \nNaN | \n151872306 | \nBORDERIEUX, LOIC | \nFrance | \nFrance | \n
195230 | \n523590443 | \nDE | \n16958864 | \n2 | \n0 | \nWEYDANZ, WOLFGANG | \nDE | \nINDIVIDUAL | \n116958864 | \nWEYDANZ, WOLFGANG | \nGermany | \nGermany | \n
129138 | \n578626678 | \nDE | \n6193358 | \n0 | \n1 | \nClariant International Ltd. | \nCH | \nCOMPANY | \n524840 | \nCLARIANT INT LTD | \nSwitzerland | \nGermany | \n
276045 | \n449666385 | \nDE | \n41815193 | \n2 | \n0 | \nWELTER, MARTIN | \nDE | \nINDIVIDUAL | \n141815193 | \nWELTER, MARTIN | \nGermany | \nGermany | \n
24195 | \n530683500 | \nDE | \n5235181 | \n0 | \n1 | \nRobert Bosch GmbH | \nDE | \nCOMPANY | \n2456791 | \nROBERT BOSCH GMBH | \nGermany | \nGermany | \n
100 rows × 12 columns
\n\n | appln_auth | \nappln_id | \nappln_id_percent | \n
---|---|---|---|
0 | \nAT | \n6016 | \n0.009362 | \n
1 | \nBE | \n1772 | \n0.002758 | \n
2 | \nBG | \n229 | \n0.000356 | \n
3 | \nCH | \n1926 | \n0.002997 | \n
4 | \nCN | \n304654 | \n0.474115 | \n
5 | \nCZ | \n1373 | \n0.002137 | \n
6 | \nDE | \n124035 | \n0.193028 | \n
7 | \nDK | \n1480 | \n0.002303 | \n
8 | \nEE | \n46 | \n0.000072 | \n
9 | \nEP | \n54082 | \n0.084165 | \n
10 | \nES | \n8484 | \n0.013203 | \n
11 | \nFI | \n4719 | \n0.007344 | \n
12 | \nFR | \n57391 | \n0.089314 | \n
13 | \nGB | \n51069 | \n0.079476 | \n
14 | \nGR | \n515 | \n0.000801 | \n
15 | \nHR | \n135 | \n0.000210 | \n
16 | \nHU | \n807 | \n0.001256 | \n
17 | \nIE | \n70 | \n0.000109 | \n
18 | \nIT | \n5535 | \n0.008614 | \n
19 | \nLT | \n58 | \n0.000090 | \n
20 | \nLU | \n1054 | \n0.001640 | \n
21 | \nLV | \n60 | \n0.000093 | \n
22 | \nMA | \n363 | \n0.000565 | \n
23 | \nNL | \n7377 | \n0.011480 | \n
24 | \nPL | \n1854 | \n0.002885 | \n
25 | \nPT | \n385 | \n0.000599 | \n
26 | \nRO | \n235 | \n0.000366 | \n
27 | \nSE | \n6207 | \n0.009660 | \n
28 | \nSI | \n430 | \n0.000669 | \n
29 | \nSK | \n213 | \n0.000331 | \n
\n | person_id | \npsn_sector | \nhan_id | \nhan_name | \n
---|---|---|---|---|
269495 | \n48715290 | \nCOMPANY | \n148715290 | \nTECHFLOW MARINE LIMITED | \n
225401 | \n45096499 | \nGOV NON-PROFIT | \n986555 | \nFUNDACIO INSTITUT CATALA D INVESTIGACIO QUIMIC... | \n
426484 | \n58455492 | \nNaN | \n158455492 | \nDING ZHIJIAO | \n
50805 | \n15325724 | \nINDIVIDUAL | \n115325724 | \nFOURNIER, THIERRY | \n
112503 | \n28064269 | \nNaN | \n128064269 | \nADRIAN WALLER | \n
... | \n... | \n... | \n... | \n... | \n
464708 | \n59491689 | \nNaN | \n159491689 | \nLIU YANZHI | \n
169950 | \n42286280 | \nINDIVIDUAL | \n4099527 | \nRIEMANN STEFAN | \n
485679 | \n60214508 | \nNaN | \n160214508 | \nWAN BO | \n
542210 | \n62188978 | \nNaN | \n162188978 | \nCHU WEI | \n
752136 | \n81407527 | \nNaN | \n181407527 | \nGARCIA MONSONIS, Javier | \n
100 rows × 4 columns
\n\n | appln_id | \nappln_auth | \nappln_kind | \nfiling_year | \nnb_applicants | \nnb_inventors | \nipc_class_symbol | \nipc_class_level | \ncpc_id | \nipc_class | \nipc_classname | \n
---|---|---|---|---|---|---|---|---|---|---|---|
209158 | \n404772731 | \nCN | \nA | \n2012 | \n1 | \n7 | \nC07C 41/16 | \nA | \nC07C41/16 | \nC-Chemistry; metallurgy | \nChemistry; metallurgy | \n
924078 | \n507793803 | \nCN | \nA | \n2018 | \n1 | \n12 | \nB29C 35/02 | \nA | \nB29C35/02 | \nB-Operations; transporting | \nOperations; transporting | \n
399887 | \n425594860 | \nFR | \nA | \n2014 | \n1 | \n2 | \nA61P 7/04 | \nA | \nA61P7/04 | \nA-Human necessities | \nHuman necessities | \n
521812 | \n443742521 | \nCN | \nA | \n2015 | \n1 | \n1 | \nH04W 48/16 | \nA | \nH04W48/16 | \nH-Electricity | \nElectricity | \n
1279727 | \n524830291 | \nCN | \nA | \n2019 | \n1 | \n1 | \nH01L 51/56 | \nA | \nH01L51/56 | \nH-Electricity | \nElectricity | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
967174 | \n496304374 | \nGB | \nA | \n2018 | \n1 | \n2 | \nA61F 13/53 | \nA | \nA61F13/53 | \nA-Human necessities | \nHuman necessities | \n
602289 | \n492364744 | \nSE | \nA | \n2016 | \n1 | \n3 | \nC08L 5/08 | \nA | \nC08L5/08 | \nC-Chemistry; metallurgy | \nChemistry; metallurgy | \n
229323 | \n410162871 | \nFR | \nA | \n2013 | \n1 | \n5 | \nH05K 13/04 | \nA | \nH05K13/04 | \nH-Electricity | \nElectricity | \n
1051611 | \n507623754 | \nFR | \nA | \n2018 | \n1 | \n4 | \nF02C 7/32 | \nA | \nF02C7/32 | \nF-Engineering | \nEngineering | \n
1050112 | \n500224940 | \nCN | \nA | \n2018 | \n1 | \n1 | \nA61P 31/00 | \nA | \nA61P31/00 | \nA-Human necessities | \nHuman necessities | \n
100 rows × 11 columns
\n\n | filing_year | \nipc_class | \nappln_id | \nfiling_year_relative_growth | \nappln_id_relative_growth | \nappln_id_cumsum | \n
---|---|---|---|---|---|---|
0 | \n2011 | \nA-Human necessities | \n6063.0 | \n2011 | \n0.000000 | \n6063.0 | \n
1 | \n2012 | \nA-Human necessities | \n5804.0 | \n2011 | \n-0.042718 | \n11867.0 | \n
2 | \n2013 | \nA-Human necessities | \n6301.0 | \n2011 | \n0.039254 | \n18168.0 | \n
3 | \n2014 | \nA-Human necessities | \n6415.0 | \n2011 | \n0.058057 | \n24583.0 | \n
4 | \n2015 | \nA-Human necessities | \n7455.0 | \n2011 | \n0.229589 | \n32038.0 | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n
91 | \n2018 | \nH-Electricity | \n19820.0 | \n2011 | \n0.607070 | \n121682.0 | \n
92 | \n2019 | \nH-Electricity | \n21883.0 | \n2011 | \n0.774345 | \n143565.0 | \n
93 | \n2020 | \nH-Electricity | \n23436.0 | \n2011 | \n0.900268 | \n167001.0 | \n
94 | \n2021 | \nH-Electricity | \n13101.0 | \n2011 | \n0.062272 | \n180102.0 | \n
95 | \n2022 | \nH-Electricity | \n10.0 | \n2011 | \n-0.999189 | \n180112.0 | \n
96 rows × 6 columns
\n\n | person_id | \nappln_id | \napplt_seq_nr | \ninvt_seq_nr | \n
---|---|---|---|---|
0 | \n1 | \n413601768 | \n1 | \n0 | \n
1 | \n21 | \n332015605 | \n1 | \n0 | \n
2 | \n21 | \n333490084 | \n1 | \n0 | \n
3 | \n21 | \n335903805 | \n1 | \n0 | \n
4 | \n76 | \n352908776 | \n1 | \n0 | \n
... | \n... | \n... | \n... | \n... | \n
95 | \n220 | \n417147567 | \n1 | \n0 | \n
96 | \n220 | \n417932952 | \n1 | \n0 | \n
97 | \n220 | \n420712526 | \n1 | \n0 | \n
98 | \n220 | \n420927947 | \n1 | \n0 | \n
99 | \n220 | \n420947631 | \n1 | \n0 | \n
100 rows × 4 columns
\n